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Proceedings Papers

Probabilistic Fatigue Data Analysis Using Physics-Guided Mixture Density Networks

Jie Chen, Yongming Liu
Proc. ASME. SSDM2023, ASME 2023 Aerospace Structures, Structural Dynamics, and Materials Conference, V001T03A008, June 19–21, 2023
Publisher: American Society of Mechanical Engineers
Paper No: SSDM2023-104976
https://doi.org/10.1115/SSDM2023-104976
View Paper titled, Probabilistic Fatigue Data Analysis Using Physics-Guided Mixture Density Networks
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Topics: Artificial neural networks, Density, Fatigue, Machine learning, Optimization, Physics, Uncertainty quantification
Journal Articles

Special Issue: Integrated Design and Operation of Engineering Systems With Predictive Modeling

Pingfeng Wang, Sayan Ghosh, Yongming Liu, Zissimos P. Mourelatos, Jitesh Panchal, Piyush Pandita
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Guest Editorial
J. Mech. Des. September 2022, 144(9): 090301.
Paper No: MD-22-1470
https://doi.org/10.1115/1.4055120
Published Online: August 22, 2022
View Article titled, Special Issue: Integrated Design and Operation of Engineering Systems With Predictive Modeling
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Topics: Design, Engineering systems and industry applications, Modeling
Journal Articles

Towards Integrated Design and Operation of Complex Engineering Systems With Predictive Modeling: State-of-the-Art and Challenges

Xinyang Liu, Sayan Ghosh, Yongming Liu, Pingfeng Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Review Articles
J. Mech. Des. September 2022, 144(9): 090801.
Paper No: MD-22-1135
https://doi.org/10.1115/1.4055088
Published Online: August 9, 2022
View Article titled, Towards Integrated Design and Operation of Complex Engineering Systems With Predictive Modeling: State-of-the-Art and Challenges
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Topics: Design, Modeling, Engineering systems and industry applications
Proceedings Papers

Imaging-Based Fatigue Mechanism Investigation of Additively Manufactured Ti-6Al-4V

Jie Chen, Changyu Meng, Yongming Liu
Proc. ASME. IMECE2021, Volume 3: Advanced Materials: Design, Processing, Characterization, and Applications, V003T03A009, November 1–5, 2021
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2021-72865
https://doi.org/10.1115/IMECE2021-72865
View Paper titled, Imaging-Based Fatigue Mechanism Investigation of Additively Manufactured Ti-6Al-4V
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Topics: Additive manufacturing, Fatigue, Imaging
Journal Articles

Data-Driven Sensitivity Analysis for Static Mechanical Properties of Additively Manufactured Ti–6Al–4V

Antriksh Sharma, Jie Chen, Evan Diewald, Anahita Imanian, Jack Beuth, Yongming Liu
Journal: ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg
Publisher: ASME
Article Type: Research-Article
ASME J. Risk Uncertainty Part B. March 2022, 8(1): 011108.
Paper No: RISK-20-1112
https://doi.org/10.1115/1.4051799
Published Online: August 27, 2021
View Article titled, Data-Driven Sensitivity Analysis for Static Mechanical Properties of Additively Manufactured Ti–6Al–4V
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Topics: Alloys, Elongation, Lasers, Manufacturing, Sensitivity analysis, Temperature, Tensile strength, Melting, Metals, Sintering
Proceedings Papers

Bayesian Information Fusion of Multmodality Nondestructive Measurements for Probabilistic Mechanical Property Estimation

Jie Chen, Yongming Liu
Proc. ASME. IMECE2020, Volume 14: Safety Engineering, Risk, and Reliability Analysis, V014T14A006, November 16–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2020-23411
https://doi.org/10.1115/IMECE2020-23411
View Paper titled, Bayesian Information Fusion of Multmodality Nondestructive Measurements for Probabilistic Mechanical Property Estimation
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Topics: Corrosion, Engineering simulation, Event history analysis, Fatigue, Fatigue life, Gaussian distribution, Mechanical properties, Pipelines, Simulation, Steel
Journal Articles

An Equivalent Creep Crack Growth Model for Probabilistic Life Prediction of Plastic Pipe Materials

Yuhao Wang, Tishun Peng, Ernest Lever, Yongming Liu
Journal: Journal of Pressure Vessel Technology
Publisher: ASME
Article Type: Research-Article
J. Pressure Vessel Technol. June 2020, 142(3): 031501.
Paper No: PVT-17-1267
https://doi.org/10.1115/1.4045792
Published Online: March 17, 2020
View Article titled, An Equivalent Creep Crack Growth Model for Probabilistic Life Prediction of Plastic Pipe Materials
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Topics: Creep, Fracture (Materials), Stress, Damage, Plastic pipes, Pipes, Failure, Stress concentration
Journal Articles

Microstructure Representation and Reconstruction of Heterogeneous Materials Via Deep Belief Network for Computational Material Design

Ruijin Cang, Yaopengxiao Xu, Shaohua Chen, Yongming Liu, Yang Jiao, Max Yi Ren
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. July 2017, 139(7): 071404.
Paper No: MD-16-1674
https://doi.org/10.1115/1.4036649
Published Online: May 19, 2017
View Article titled, Microstructure Representation and Reconstruction of Heterogeneous Materials Via Deep Belief Network for Computational Material Design
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Topics: Design, Filters, Alloys, Feature extraction
Proceedings Papers

A Nonlocal Lattice Particle Framework for Modeling of Solids

Hailong Chen, Yongming Liu
Proc. ASME. IMECE2016, Volume 1: Advances in Aerospace Technology, V001T03A001, November 11–17, 2016
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2016-65557
https://doi.org/10.1115/IMECE2016-65557
View Paper titled, A Nonlocal Lattice Particle Framework for Modeling of Solids
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Topics: Modeling, Particulate matter, Solids, Anisotropy, Brittleness, Poisson ratio
Proceedings Papers

In-Situ SEM Testing for Transient Fatigue Crack Growth Behavior Investigation Subjected to a Single Tensile Overload

Wei Zhang, Yongming Liu
Proc. ASME. IMECE2014, Volume 9: Mechanics of Solids, Structures and Fluids, V009T12A028, November 14–20, 2014
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2014-37703
https://doi.org/10.1115/IMECE2014-37703
View Paper titled, In-Situ SEM Testing for Transient Fatigue Crack Growth Behavior Investigation Subjected to a Single Tensile Overload
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Topics: Fatigue cracks, Testing, Transients (Dynamics), Fracture (Materials), Cycles, Displacement, Imaging, Resolution (Optics), Scanning electron microscopy, Stress
Proceedings Papers

Atomistic Simulations of Fatigue Crack Growth in Single Crystal Aluminum

Enqiang Lin, Yongming Liu
Proc. ASME. IMECE2013, Volume 9: Mechanics of Solids, Structures and Fluids, V009T10A075, November 15–21, 2013
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2013-66084
https://doi.org/10.1115/IMECE2013-66084
View Paper titled, Atomistic Simulations of Fatigue Crack Growth in Single Crystal Aluminum
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Topics: Aluminum, Crystals, Engineering simulation, Fatigue cracks, Simulation, Fracture (Materials), Cycles, Atoms, Crack propagation, Deformation
Proceedings Papers

Shattered Rim Failure Analysis in Railroad Wheels

Yongming Liu, Brant Stratman, Liming Liu, Sankaran Mahadevan
Proc. ASME. IMECE2006, Engineering Technology Management: Engineering Business Management, Safety Engineering and Risk Analysis, Technology and Society, 107-115, November 5–10, 2006
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2006-16183
https://doi.org/10.1115/IMECE2006-16183
View Paper titled, Shattered Rim Failure Analysis in Railroad Wheels
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Topics: Failure analysis, Rail wheels, Fatigue, Fatigue damage, Accounting, Approximation, Chaos, Crack propagation, Experimental design, Fatigue cracks